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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

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Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "There should be a country …" 3,912 comments · Page 102 of 157
If the country feel migrants as threat for them they need to band citizenship of the countr y and start to deport the illegal immigrants but the administration have no wisdom to resolve the issues
If the country feel migrants as threat for them they need to band citizenship of the countr y and start to deport the illegal immigrants but the administration have no wisdom to resolve the issues
Identity Attack0.17614605
Insult0.061276767
Profanity0.018119188
Threat0.013321015
Severe Toxicity0.0045394897
Low Tox 0.20009702 Low Con 0.296 Policy_Critique
Feb 12, 2026 1 likes Canada's tighter immigration policy divides …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
"If all the dead allies could see their countries today, they would have thrown down their weapons and fought alongside the Germans."
"If all the dead allies could see their countries today, they would have thrown down their weapons and fought alongside the Germans."
Identity Attack0.10221587
Insult0.036545437
Profanity0.027683776
Threat0.13161413
Severe Toxicity0.0076675415
Low Tox 0.20009702 Low Con 0.259 Unverified_Claim
Jan 27, 2026 31 likes Inside Canada's Indian Invasion...
If India's full of such intelligent people, why aren't they one of the most advanced countries in the world. Why don't they at least google Canadian hygiene when they come over here.
If India's full of such intelligent people, why aren't they one of the most advanced countries in the world. Why don't they at least google Canadian hygiene when they come over here.
Identity Attack0.18468912
Insult0.07460167
Profanity0.017162729
Threat0.00713294
Severe Toxicity0.0048828125
Low Tox 0.20009702 Low Con 0.244 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
It's unfair to focus our attention on just the Indians. Look into refugee applications from Iranians and Turks too, they number in the thousands. Iranians that can come to the country do not need to …
It's unfair to focus our attention on just the Indians. Look into refugee applications from Iranians and Turks too, they number in the thousands. Iranians that can come to the country do not need to seek refuge from anything, the oppressed in Iran do not have the means to even buy a plane ticket to come here. Currency exchange businesses run by Iranians are a front for transferring and laundering money. Don't take it from me, Iranians openly admit it and are seemingly proud of it. Invest more in intelligence gathering and espionage to more effectively weed out these refuge shoppers.
Identity Attack0.22859548
Insult0.07555214
Profanity0.027820412
Threat0.010964886
Severe Toxicity0.0064086914
Low Tox 0.20009702 Constructive 0.652
Dec 24, 2025 1 likes Deportations From Canada at Their …
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, …
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, is the proportion of the people who is dishonest is same in all international students regardless of their country or not? These people spends tonnes of money not for the non value diploma Canada offers but the chance of permanently staying in Canada and will be dishonest to make that happen.
Identity Attack0.17536941
Insult0.0838533
Profanity0.019758832
Threat0.007819066
Severe Toxicity0.004196167
Low Tox 0.19986437 Moderate Con 0.494 Policy_Critique
Sep 30, 2025 1 likes IRCC Names India in Study …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own pocket for their medical expenses. Nothing should be paid by the host country...NOTHING. I don't have any recollection of ever going to a restaurant or hotel/motel and the country that im visiting is covering ALL OF MY LIVING COSTS DURING MY ENTIRE STAY. SO WHY SHOULD CANADA PAY TO HAVE THESE IMMIGRANTS IN THE COUNTRY, TAKING OUR JOBS, YET WE AS TAXPAYERS PAY FOR EVERYTHING FOR THEM. UH-UH, NO WAY, THATS NOT RIGHT. THEY should not have (or require) an interpretor in court, government office, at a traffic stop or anywhere. If the roles were reversed, Canadiens going to their foreign land definitely WOULD NOT RECEIVE ALL OF THE BENEFITS THAT THEY RECEIVE FROM OUR COUNTRY CALLED CANADA. People MUST VOICE THEIR opinions about their own lives and how these immigrants are raping our country for everything it has, and yet true Canadians get to lose more and more of their precious homeland. Ive seen muslim women and their children make some makeshift porter-potty curtained up where the deficate, and urinate in a hole dug into the sand ON THE BEACH and when they're ready to leave, they bury up the hole in the (BEACH SAND) sand, remove their tent and walk off the beach leaving behind them (I guess for Canadians to enjoy their presence on our soil) their little disgusting biohazard ☣️ waste in a public place where everyone walks bear foot, and use their bare hands. Thats simply revolting. JUST IMAGINE THE NEXT DAY, THAT A CANADIAN CHILD DIGS IN THE SAND TO PLAY WITH THRIR TOY CARS ETC. WHAT DISGUSTING MESS TO FIND AT THE BEACG. WHAT SICKNESSES DO THESE MUSLIMS (OBSERVED LEAVING THAT MINI SEPTIC SYSTEM THE PREVIOUS DAY) HAVE, AND WILL GET THE TRUE CANADIANS ILL AS A RESULT OF THEM IMPOSING THEIR FILTHY CULTURE WITH THEM. Frankly, as for myself, i can very well do without their presence because they do not respect our beautiful Canada. They're violent, rape and gang rape our young girls, attack our Canadians, won't assimilate to the ways of this country, wont speak our 2 official languages, wont follow our laws, bring with them the criminal element of using guns and knives and unspeakable violence. Please government of Canada; SEND THEM IMMEDIATELY BACK TO THEIR COUNTRY NEVER TO RETURN. From Canada 🇨🇦 ❤❤❤❤
Identity Attack0.1508922
Insult0.070799805
Profanity0.023174755
Threat0.0072106146
Severe Toxicity0.0063705444
Low Tox 0.19986437 Constructive 0.615 Policy_Critique
Aug 29, 2025 Why Canadians Are Turning Against …
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was …
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was just fine. Canada embraced multiculturalism a long time ago- there isn't any central "Canadian values". Not assimilating is only offensive in America.
Identity Attack0.24970764
Insult0.056133457
Profanity0.015967157
Threat0.007145886
Severe Toxicity0.0038719177
Low Tox 0.19986437 Constructive 0.741 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I like tell to every one Candan is Red Indians country Candan changed long times when the European arrives
I like tell to every one Candan is Red Indians country Candan changed long times when the European arrives
Identity Attack0.21075934
Insult0.057890166
Profanity0.054437835
Threat0.011146127
Severe Toxicity0.00957489
Low Tox 0.19986437 Moderate Con 0.425
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
A Portuguese guy goes to another country to berate its people.
A Portuguese guy goes to another country to berate its people.
Identity Attack0.17459276
Insult0.053205602
Profanity0.05017922
Threat0.013579931
Severe Toxicity0.005493164
Low Tox 0.19986437 Low Con 0.225 Identity_Assertion
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
If you order a dish you will get every content of it not the cheese only. ... Illegal immigration is always worst but you have invaded countries together with United States, canada supported US Karma …
If you order a dish you will get every content of it not the cheese only. ... Illegal immigration is always worst but you have invaded countries together with United States, canada supported US Karma always hits back
Identity Attack0.1294935
Insult0.070799805
Profanity0.0138151245
Threat0.008556974
Severe Toxicity0.004558563
Low Tox 0.1996317 Moderate Con 0.379 Moral_Argument
Nov 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room …
I’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room for my voice, because I’m no different then any Canadian or American in how I act but nothing separates me from Punjab and Kashmir other than accident of birth and one generation. My English is NE United States, my French Québécois, my Hindi Dehli,Punjabi Jalandar, Urdu Lahori, and Turkish Ankara. I speak six languages and I’m fluent in none, I’m from three countries yet none of them want me. It would be great if more of these types of investigations included our voices, as we’re neither here nor there yet caught in the middle of all of this.
Identity Attack0.18903255
Insult0.082619295
Profanity0.030138692
Threat0.009126588
Severe Toxicity0.008964539
Low Tox 0.1996317 Constructive 0.806 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Who needs a war. Let them take our country for free.
Who needs a war. Let them take our country for free.
Identity Attack0.04023018
Insult0.025155678
Profanity0.020920247
Threat0.13751452
Severe Toxicity0.008354187
Low Tox 0.19939905 Low Con 0.174 Fear_Threat
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Thanks for the video but the us is far from being the greatest country on earth
Thanks for the video but the us is far from being the greatest country on earth
Identity Attack0.11512129
Insult0.046178754
Profanity0.048175167
Threat0.012026439
Severe Toxicity0.0074768066
Low Tox 0.19939905 Moderate Con 0.301 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Welp, about a half an hour ago when I got home, I realized that someone broke into my apartment building and stole my shoes that were infront of my door. SHOES. last year someone broke …
Welp, about a half an hour ago when I got home, I realized that someone broke into my apartment building and stole my shoes that were infront of my door. SHOES. last year someone broke in and stole my bike. The thing is, this area was NEVER like this. It was safe and people trusted each other. Guess what has changed? The amount of immigration in my city and in this area. I am terrified during the night that someone will break into my apartment since theyve been able to get into the building. My entire life I have always stuck up for minorities and all different groups that have been apparently marginalized. Now, after everything happening in my city, in the world, to the people I love and myself, I have had ENOUGH. I want these people out of my country. Go back to your shitty countries with your shitty ideas and shitty ideologies and shitty everything because you do not belong here. If you do not properly become a Canadian citizen, such as assimilating to our culture, language and so on and leaving your shitty ideas behind, then you are not wanted and you do not belong here. Canada is being destroyed because of YOU and our communist "liberal" leaders. As a former SJW, feminist, leftist, member of the alphabet Mafia, I see the destruction and the deception of these ideologies and they are the opposite of what is real and true and free. Bring Canada back.
Identity Attack0.07177465
Insult0.077136256
Profanity0.051181246
Threat0.017674083
Severe Toxicity0.006942749
Low Tox 0.19939905 Constructive 0.594
Aug 25, 2025 Why Canadians Are Turning Against …
The truth is, the very characteristic that made Canada so loved internationally is being used against us. A country should under NO CIRCUMSTANCE CHANGE THEIR WAYS/CULTURE TO MAKE ANY IMMIGRANT/MIGRANT/ASYLUM SEEKER MORE "COMFORTABLE". Sad to …
The truth is, the very characteristic that made Canada so loved internationally is being used against us. A country should under NO CIRCUMSTANCE CHANGE THEIR WAYS/CULTURE TO MAKE ANY IMMIGRANT/MIGRANT/ASYLUM SEEKER MORE "COMFORTABLE". Sad to say this but Canada is too "kind" and too liberal for it's own good. They essentially would have a rabid animal gnawing at their leg but would not try to stop it because the animal maybe "scared" or "hungry" or don't want to hurt it's feeling or something. If Canadians do no protect it's values and culture by restricting and massively reducing integration and not hesitating to deport criminal immigrants, the very soul and identity of this beautiful country will be gone FOREVER (some would already say that already happened)!! That's why I respect Poland so much, they said NO to mass migration by way of asylum seekers, regardless of the backlash from the EU, but that's why unlike those other countries that did the mass migration, Poland remains one of if not the safest European country and best of all, KEPT THEIR IDENTITY!!!
Identity Attack0.07508347
Insult0.10148193
Profanity0.028503597
Threat0.012181788
Severe Toxicity0.0063323975
Low Tox 0.19939905 Constructive 0.664 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
WOW, I WHOLEHEARTEDLY AGREED WITH MOST OF THE COMMENTS HERE. My parents immigrated here nearly 40 years ago and married to a Canadian. HONESTLY, this IS NOT THE CANADIAN LIFE that I ONCE knew. To …
WOW, I WHOLEHEARTEDLY AGREED WITH MOST OF THE COMMENTS HERE. My parents immigrated here nearly 40 years ago and married to a Canadian. HONESTLY, this IS NOT THE CANADIAN LIFE that I ONCE knew. To those whose visas are expiring, PLEASE either go home to your home country; or, if you CHOOSE to REMAIN here in Canada, PLEASE RESPECT CANADIAN CULTURE!!! I am an immigrant myself, I have integrated myself to the Canadian culture whilst at the same time, I still practice my own culture at home and at my home country!!!
Identity Attack0.13591312
Insult0.06634661
Profanity0.021535112
Threat0.007909686
Severe Toxicity0.0077438354
Low Tox 0.19939905 Constructive 0.769 Personal_Narrative
Aug 30, 2025 3 likes Why Canadians Are Turning Against …
Welcome not to Canada Get rid of the liberal's government of Canada for other countries and their citizens.( Can't call them the government of Canada because they do nothing for Canada or Canadians.
Welcome not to Canada Get rid of the liberal's government of Canada for other countries and their citizens.( Can't call them the government of Canada because they do nothing for Canada or Canadians.
Identity Attack0.14875233
Insult0.06652143
Profanity0.01309778
Threat0.02181799
Severe Toxicity0.005264282
Low Tox 0.19939905 Low Con 0.237
Jan 12, 2026 Canada’s new rules in 2026
Canada and sweeden has been always an slacker paradise. Leftist always use those country's as examples, places where you don't have to work and the government take care of you ,just like a child .
Canada and sweeden has been always an slacker paradise. Leftist always use those country's as examples, places where you don't have to work and the government take care of you ,just like a child .
Identity Attack0.10221587
Insult0.10440776
Profanity0.015454767
Threat0.006356194
Severe Toxicity0.0030708313
Low Tox 0.1991664 Moderate Con 0.334
Apr 29, 2020 1 likes How much do refugees and …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I’m South African Indian from Durban, and I spent three months in Vancouver for work. Honestly, I wouldn’t visit Canada again. The cold was unbearable for me, and I found the country dull and boring. …
I’m South African Indian from Durban, and I spent three months in Vancouver for work. Honestly, I wouldn’t visit Canada again. The cold was unbearable for me, and I found the country dull and boring. Coming from Durban, where there’s warmth, energy, culture, and life everywhere, Canada just didn’t feel like my kind of place. Some people may enjoy the quiet and structure, but it’s not for everyone—and it definitely wasn’t for me. Three months was more than enough to know it’s not my vibe.
Identity Attack0.116281845
Insult0.089778624
Profanity0.049678206
Threat0.008272167
Severe Toxicity0.0059509277
Low Tox 0.19893374 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
That's why Africa in the past was a major civilization. Well it has nothing to do with western countries destroying and looting Africa for centuries.
That's why Africa in the past was a major civilization. Well it has nothing to do with western countries destroying and looting Africa for centuries.
Identity Attack0.18468912
Insult0.046178754
Profanity0.031140719
Threat0.03165977
Severe Toxicity0.0065994263
Low Tox 0.19870108 Moderate Con 0.322 Moral_Argument
Mar 2, 2026 5 likes Inside Canada's Indian Invasion...
What do you do when all the other countries have illegal migrant issues that allow their leaders to label opposition parties as racist but your country is too remote to have a real migrant crisis?
What do you do when all the other countries have illegal migrant issues that allow their leaders to label opposition parties as racist but your country is too remote to have a real migrant crisis?
Identity Attack0.17226285
Insult0.06794841
Profanity0.016342908
Threat0.006861079
Severe Toxicity0.0037765503
Low Tox 0.19789438 Moderate Con 0.324
Sep 30, 2025 IRCC Names India in Study …
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run …
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run with Indians and they don't share the same value or even cultural norms as Westerners. I see this problem in America as well but it's nto just Indians. In America, it's every country in the world that comes and interacts with their own community and there's no assimilation. Even as a second generation American, I still feel like a guest in this country and I am grateful for the Americans to have allowed my family to come here to live with them. Citizenship is just a piece of paper though. I know if I didn't assimilate, they could send me to India even if I know nothing about it. It's just basic humility.
Identity Attack0.2463217
Insult0.070799805
Profanity0.028503597
Threat0.007637825
Severe Toxicity0.006904602
Low Tox 0.19789438 Constructive 0.836
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I love diversity. Im a leftie so I would say that. Say it loud say it clear refugees are welcome here and in every other western country. Also filming those smugglers was very dangerous. It …
I love diversity. Im a leftie so I would say that. Say it loud say it clear refugees are welcome here and in every other western country. Also filming those smugglers was very dangerous. It shouldn't have happened
Identity Attack0.10221587
Insult0.071433455
Profanity0.023311393
Threat0.011586283
Severe Toxicity0.004386902
Low Tox 0.19789438 Constructive 0.765 Solidarity
Feb 6, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.